@inproceedings{bb129700,
        AUTHOR = "Arvanitopoulos, N. and Bouzas, D. and Tefas, A.",
        TITLE = "Subclass Error Correcting Output Codes Using Fisher's Linear
Discriminant Ratio",
        BOOKTITLE = ICPR10,
        YEAR = "2010",
        PAGES = "2953-2956",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601ec1.html#TT125731"}

@inproceedings{bb129701,
        AUTHOR = "Hauger, S. and Windeatt, T.",
        TITLE = "ECOC and boosting with multi-layer perceptrons",
        BOOKTITLE = ICPR04,
        YEAR = "2004",
        PAGES = "III: 458-461",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601ec1.html#TT125732"}

@inproceedings{bb129702,
        AUTHOR = "Ghaderi, R. and Windeatt, T.",
        TITLE = "Circular ECOC: a Theoretical and Experimental Analysis",
        BOOKTITLE = ICPR00,
        YEAR = "2000",
        PAGES = "Vol II: 203-206",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601ec1.html#TT125733"}

@article{bb129703,
        AUTHOR = "Odell, P.L.",
        TITLE = "A model for dimension reduction in pattern recognition using continuous
data",
        JOURNAL = PR,
        VOLUME = "11",
        YEAR = "1979",
        NUMBER = "1",
        PAGES = "51-54",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125734"}

@article{bb129704,
        AUTHOR = "El Sheikh, T.S. and Wacker, A.G.",
        TITLE = "Effect of dimensionality and estimation on the performance of gaussian
classifiers",
        JOURNAL = PR,
        VOLUME = "12",
        YEAR = "1980",
        NUMBER = "3",
        PAGES = "115-126",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125735"}

@article{bb129705,
        AUTHOR = "Kakusho, O. and Mizoguchi, R.",
        TITLE = "A new algorithm for non-linear mapping with applications to dimension
and cluster analyses",
        JOURNAL = PR,
        VOLUME = "16",
        YEAR = "1983",
        NUMBER = "1",
        PAGES = "109-117",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125736"}

@article{bb129706,
        AUTHOR = "Saund, E.",
        TITLE = "Dimensionality-reduction using connectionist networks",
        JOURNAL = PAMI,
        VOLUME = "11",
        YEAR = "1989",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "304-314",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125737"}

@article{bb129707,
        AUTHOR = "Buturovic, L.J.",
        TITLE = "Toward Bayes-optimal linear dimension reduction",
        JOURNAL = PAMI,
        VOLUME = "16",
        YEAR = "1994",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "420-424",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125738"}

@inproceedings{bb129708,
        AUTHOR = "Buturovic, L.J.",
        TITLE = "Near-optimal algorithm for dimension reduction",
        BOOKTITLE = ICPR92,
        YEAR = "1992",
        PAGES = "II:401-404",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125739"}

@inproceedings{bb129709,
        AUTHOR = "Heylen, R. and Scheunders, P.",
        TITLE = "Nonlinear barycentric dimensionality reduction",
        BOOKTITLE = ICIP10,
        YEAR = "2010",
        PAGES = "1341-1344",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125740"}

@article{bb129710,
        AUTHOR = "Seung, H.S. and Lee, D.D.",
        TITLE = "The manifold ways of perception",
        JOURNAL = Science,
        VOLUME = "290",
        YEAR = "2000",
        NUMBER = "5500",
        MONTH = "December",
        PAGES = "2268-2269",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125741"}

@article{bb129711,
        AUTHOR = "Lotlikar, R. and Kothari, R.",
        TITLE = "Adaptive linear dimensionality reduction for classification",
        JOURNAL = PR,
        VOLUME = "33",
        YEAR = "2000",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "185-194",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125742"}

@article{bb129712,
        AUTHOR = "Lotlikar, R. and Kothari, R.",
        TITLE = "Fractional-Step Dimensionality Reduction",
        JOURNAL = PAMI,
        VOLUME = "22",
        YEAR = "2000",
        NUMBER = "6",
        MONTH = "June",
        PAGES = "623-627",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125743"}

@article{bb129713,
        AUTHOR = "Tenenbaum, J.B. and de Silva, V. and Langford, J.C.",
        TITLE = "A Global Geometric Framework for Nonlinear
Dimensionality Reduction",
        JOURNAL = Science,
        VOLUME = "290",
        YEAR = "2000",
        NUMBER = "5500",
        MONTH = "December",
        PAGES = "2319-2323",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125744"}

@article{bb129714,
        AUTHOR = "Wang, X.C. and Paliwal, K.K.",
        TITLE = "Feature extraction and dimensionality reduction algorithms and their
applications in vowel recognition",
        JOURNAL = PR,
        VOLUME = "36",
        YEAR = "2003",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "2429-2439",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125745"}

@article{bb129715,
        AUTHOR = "Sharma, A. and Paliwal, K.K.",
        TITLE = "A new perspective to null linear discriminant analysis method and its
fast implementation using random matrix multiplication with scatter
matrices",
        JOURNAL = PR,
        VOLUME = "45",
        YEAR = "2012",
        NUMBER = "6",
        MONTH = "June",
        PAGES = "2205-2213",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125746"}

@article{bb129716,
        AUTHOR = "Rangarajan, L. and Nagabhushan, P.",
        TITLE = "Dimensionality reduction of multidimensional temporal data through
regression",
        JOURNAL = PRL,
        VOLUME = "25",
        YEAR = "2004",
        NUMBER = "8",
        MONTH = "June",
        PAGES = "899-910",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125747"}

@article{bb129717,
        AUTHOR = "Bell, I.E. and Baranoski, G.V.G.",
        TITLE = "Reducing the dimensionality of plant spectral databases",
        JOURNAL = GeoRS,
        VOLUME = "42",
        YEAR = "2004",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "570-576",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125748"}

@article{bb129718,
        AUTHOR = "Rangarajan, L. and Nagabhushan, P.",
        TITLE = "Content driven dimensionality reduction at block level in the design of
an efficient classifier for spatial multi spectral images",
        JOURNAL = PRL,
        VOLUME = "25",
        YEAR = "2004",
        NUMBER = "16",
        MONTH = "December",
        PAGES = "1833-1844",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125749"}

@article{bb129719,
        AUTHOR = "Sun, Q.S. and Liu, Z.D. and Heng, P.A. and Xia, D.S.",
        TITLE = "A theorem on the generalized canonical projective vectors",
        JOURNAL = PR,
        VOLUME = "38",
        YEAR = "2005",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "449-452",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125750"}

@article{bb129720,
        AUTHOR = "Donoho, D.L. and Grimes, C.",
        TITLE = "Image Manifolds which are Isometric to Euclidean Space",
        JOURNAL = JMIV,
        VOLUME = "23",
        YEAR = "2005",
        NUMBER = "1",
        MONTH = "July",
        PAGES = "5-24",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125751"}

@article{bb129721,
        AUTHOR = "Benito, M. and Pena, D.",
        TITLE = "A fast approach for dimensionality reduction with image data",
        JOURNAL = PR,
        VOLUME = "38",
        YEAR = "2005",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "2400-2408",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125752"}

@article{bb129722,
        AUTHOR = "Zhang, K. and Chan, L.W.",
        TITLE = "Dimension Reduction as a Deflation Method in ICA",
        JOURNAL = SPLetters,
        VOLUME = "13",
        YEAR = "2006",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "45-48",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125753"}

@article{bb129723,
        AUTHOR = "Hsieh, P.F. and Wang, D.S. and Hsu, C.W.",
        TITLE = "A Linear Feature Extraction for Multiclass Classification Problems
Based on Class Mean and Covariance Discriminant Information",
        JOURNAL = PAMI,
        VOLUME = "28",
        YEAR = "2006",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "223-235",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125754"}

@article{bb129724,
        AUTHOR = "Law, M.H.C. and Jain, A.K.",
        TITLE = "Incremental Nonlinear Dimensionality Reduction by Manifold Learning",
        JOURNAL = PAMI,
        VOLUME = "28",
        YEAR = "2006",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "377-391",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125755"}

@article{bb129725,
        AUTHOR = "Hu, Q.H. and Yu, D.R. and Xie, Z.X.",
        TITLE = "Information-preserving hybrid data reduction based on fuzzy-rough
techniques",
        JOURNAL = PRL,
        VOLUME = "27",
        YEAR = "2006",
        NUMBER = "5",
        MONTH = "April",
        PAGES = "414-423",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125756"}

@article{bb129726,
        AUTHOR = "Hu, Q.H. and Xie, Z.X. and Yu, D.R.",
        TITLE = "Hybrid attribute reduction based on a novel fuzzy-rough model and
information granulation",
        JOURNAL = PR,
        VOLUME = "40",
        YEAR = "2007",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "3509-3521",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125757"}

@article{bb129727,
        AUTHOR = "Zhao, D.L.",
        TITLE = "Formulating LLE using alignment technique",
        JOURNAL = PR,
        VOLUME = "39",
        YEAR = "2006",
        NUMBER = "11",
        MONTH = "November",
        PAGES = "2233-2235",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125758"}

@article{bb129728,
        AUTHOR = "Lafon, S. and Lee, A.B.",
        TITLE = "Diffusion Maps and Coarse-Graining: A Unified Framework for
Dimensionality Reduction, Graph Partitioning, and Data Set
Parameterization",
        JOURNAL = PAMI,
        VOLUME = "28",
        YEAR = "2006",
        NUMBER = "9",
        MONTH = "September",
        PAGES = "1393-1403",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125759"}

@article{bb129729,
        AUTHOR = "Yu, J. and Tian, Q. and Rui, T. and Huang, T.S.",
        TITLE = "Integrating Discriminant and Descriptive Information for Dimension
Reduction and Classification",
        JOURNAL = CirSysVideo,
        VOLUME = "17",
        YEAR = "2007",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "372-377",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125760"}

@article{bb129730,
        AUTHOR = "Fu, Y. and Huang, T.S.",
        TITLE = "Image Classification Using Correlation Tensor Analysis",
        JOURNAL = IP,
        VOLUME = "17",
        YEAR = "2008",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "226-234",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125761"}

@article{bb129731,
        AUTHOR = "Fu, Y. and Yan, S.C. and Huang, T.S.",
        TITLE = "Correlation Metric for Generalized Feature Extraction",
        JOURNAL = PAMI,
        VOLUME = "30",
        YEAR = "2008",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "2229-2235",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125762"}

@article{bb129732,
        AUTHOR = "Yang, J. and Yan, S.C. and Huang, T.S.",
        TITLE = "Ubiquitously Supervised Subspace Learning",
        JOURNAL = IP,
        VOLUME = "18",
        YEAR = "2009",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "241-249",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125763"}

@inproceedings{bb129733,
        AUTHOR = "Fu, Y. and Liu, M. and Huang, T.S.",
        TITLE = "Conformal Embedding Analysis with Local Graph Modeling on the Unit
Hypersphere",
        BOOKTITLE = ComponentAnalysis07,
        YEAR = "2007",
        PAGES = "1-6",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125764"}

@article{bb129734,
        AUTHOR = "Sanguinetti, G.",
        TITLE = "Dimensionality Reduction of Clustered Data Sets",
        JOURNAL = PAMI,
        VOLUME = "30",
        YEAR = "2008",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "535-540",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125765"}

@article{bb129735,
        AUTHOR = "Xue, H. and Chen, S.C. and Zeng, X.Q.",
        TITLE = "Classifier learning with a new locality regularization method",
        JOURNAL = PR,
        VOLUME = "41",
        YEAR = "2008",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "1496-1507",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125766"}

@article{bb129736,
        AUTHOR = "Guo, Y. and Gao, J.B. and Kwan, P.W.",
        TITLE = "Twin Kernel Embedding",
        JOURNAL = PAMI,
        VOLUME = "30",
        YEAR = "2008",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "1490-1495",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125767"}

@article{bb129737,
        AUTHOR = "Rueda, L.G. and Herrera, M.",
        TITLE = "Linear dimensionality reduction by maximizing the Chernoff distance in
the transformed space",
        JOURNAL = PR,
        VOLUME = "41",
        YEAR = "2008",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "3138-3152",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125768"}

@inproceedings{bb129738,
        AUTHOR = "Rueda, L.G. and Herrera, M.",
        TITLE = "A New Approach to Multi-class Linear Dimensionality Reduction",
        BOOKTITLE = CIARP06,
        YEAR = "2006",
        PAGES = "634-643",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125769"}

@inproceedings{bb129739,
        AUTHOR = "Rueda, L.G. and Herrera, M.",
        TITLE = "A Theoretical Comparison of Two Linear Dimensionality Reduction
Techniques",
        BOOKTITLE = CIARP06,
        YEAR = "2006",
        PAGES = "624-633",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125770"}

@article{bb129740,
        AUTHOR = "Rueda, L.G. and Herrera, M.",
        TITLE = "A theoretical comparison of two-class Fisher's and heteroscedastic
linear dimensionality reduction schemes",
        JOURNAL = PRL,
        VOLUME = "29",
        YEAR = "2008",
        NUMBER = "16",
        MONTH = "December",
        PAGES = "2092-2098",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125771"}

@article{bb129741,
        AUTHOR = "Rueda, L.G. and Oommen, B.J. and Henriquez, C.",
        TITLE = "Multi-class pairwise linear dimensionality reduction using
heteroscedastic schemes",
        JOURNAL = PR,
        VOLUME = "43",
        YEAR = "2010",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "2456-2465",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125772"}

@inproceedings{bb129742,
        AUTHOR = "Rueda, L.G. and Henriquez, C. and Oommen, B.J.",
        TITLE = "Chernoff-Based Multi-class Pairwise Linear Dimensionality Reduction",
        BOOKTITLE = CIARP08,
        YEAR = "2008",
        PAGES = "301-308",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125773"}

@article{bb129743,
        AUTHOR = "Shen, C.H. and Li, H.D. and Brooks, M.J.",
        TITLE = "Supervised dimensionality reduction via sequential semidefinite
programming",
        JOURNAL = PR,
        VOLUME = "41",
        YEAR = "2008",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "3644-3652",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125774"}

@inproceedings{bb129744,
        AUTHOR = "Shen, C.H. and Kim, J. and Wang, L.",
        TITLE = "A scalable dual approach to semidefinite metric learning",
        BOOKTITLE = CVPR11,
        YEAR = "2011",
        PAGES = "2601-2608",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125775"}

@article{bb129745,
        AUTHOR = "Scoleri, T. and Chojnacki, W. and Brooks, M.J.",
        TITLE = "Dimensionality reduction for more stable vision parameter estimation",
        JOURNAL = IET-CV,
        VOLUME = "2",
        YEAR = "2008",
        NUMBER = "4",
        MONTH = "December",
        PAGES = "218-227",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125776"}

@inproceedings{bb129746,
        AUTHOR = "Scoleri, T.",
        TITLE = "Post-hoc Correction Techniques for Constrained Parameter Estimation in
Computer Vision",
        BOOKTITLE = DICTA08,
        YEAR = "2008",
        PAGES = "412-419",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125777"}

@article{bb129747,
        AUTHOR = "Nie, F.P. and Xiang, S.M. and Song, Y.Q. and Zhang, C.S.",
        TITLE = "Extracting the optimal dimensionality for local tensor discriminant
analysis",
        JOURNAL = PR,
        VOLUME = "42",
        YEAR = "2009",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "105-114",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125778"}

@article{bb129748,
        AUTHOR = "Hou, C. and Nie, F.P. and Zhang, C.S. and Wu, Y.",
        TITLE = "Learning an Orthogonal and Smooth Subspace for Image Classification",
        JOURNAL = SPLetters,
        VOLUME = "16",
        YEAR = "2009",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "303-306",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125779"}

@article{bb129749,
        AUTHOR = "Hou, C. and Nie, F.P. and Yi, D. and Wu, Y.",
        TITLE = "Efficient Image Classification via Multiple Rank Regression",
        JOURNAL = IP,
        VOLUME = "22",
        YEAR = "2013",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "340-352",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125780"}

@article{bb129750,
        AUTHOR = "Liu, Y. and Liu, Y. and Chan, K.C.C.",
        TITLE = "Dimensionality reduction for heterogeneous dataset in rushes editing",
        JOURNAL = PR,
        VOLUME = "42",
        YEAR = "2009",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "229-242",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125781"}

@article{bb129751,
        AUTHOR = "Liu, Y. and Liu, Y. and Chan, K.C.C.",
        TITLE = "Tensor-based locally maximum margin classifier for image and video
classification",
        JOURNAL = CVIU,
        VOLUME = "115",
        YEAR = "2011",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "300-309",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125782"}

@inproceedings{bb129752,
        AUTHOR = "Liu, Y. and Liu, Y. and Chan, K.C.C.",
        TITLE = "Multilinear Isometric Embedding for visual pattern analysis",
        BOOKTITLE = Subspace09,
        YEAR = "2009",
        PAGES = "212-218",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125783"}

@article{bb129753,
        AUTHOR = "Xu, D. and Yan, S.C. and Lin, S. and Huang, T.S.",
        TITLE = "Convergent 2-D Subspace Learning With Null Space Analysis",
        JOURNAL = CirSysVideo,
        VOLUME = "18",
        YEAR = "2008",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "1753-1759",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125784"}

@article{bb129754,
        AUTHOR = "Xu, D. and Yan, S.C. and Lin, S. and Huang, T.S. and Chang, S.F.",
        TITLE = "Enhancing Bilinear Subspace Learning by Element Rearrangement",
        JOURNAL = PAMI,
        VOLUME = "31",
        YEAR = "2009",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "1913-1920",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125785"}

@inproceedings{bb129755,
        AUTHOR = "Yan, S.C. and Xu, D. and Lin, S. and Huang, T.S. and Chang, S.F.",
        TITLE = "Element Rearrangement for Tensor-Based Subspace Learning",
        BOOKTITLE = CVPR07,
        YEAR = "2007",
        PAGES = "1-8",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125786"}

@article{bb129756,
        AUTHOR = "Ge, S.Z.S. and He, H.S. and Shen, C.Y.",
        TITLE = "Geometrically local embedding in manifolds for dimension reduction",
        JOURNAL = PR,
        VOLUME = "45",
        YEAR = "2012",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "1455-1470",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125787"}

@article{bb129757,
        AUTHOR = "Yan, S.C. and Wang, H. and Tu, J. and Tang, X. and Huang, T.S.",
        TITLE = "Mode-kn Factor Analysis for Image Ensembles",
        JOURNAL = IP,
        VOLUME = "18",
        YEAR = "2009",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "670-676",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125788"}

@inproceedings{bb129758,
        AUTHOR = "Wang, H. and Yan, S.C. and Xu, D. and Tang, X. and Huang, T.S.",
        TITLE = "Trace Ratio vs. Ratio Trace for Dimensionality Reduction",
        BOOKTITLE = CVPR07,
        YEAR = "2007",
        PAGES = "1-8",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125789"}

@article{bb129759,
        AUTHOR = "Renard, N. and Bourennane, S.",
        TITLE = "Dimensionality Reduction Based on Tensor Modeling for Classification
Methods",
        JOURNAL = GeoRS,
        VOLUME = "47",
        YEAR = "2009",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "1123-1131",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125790"}

@article{bb129760,
        AUTHOR = "Li, J. and Hao, P.W.",
        TITLE = "Finding representative landmarks of data on manifolds",
        JOURNAL = PR,
        VOLUME = "42",
        YEAR = "2009",
        NUMBER = "11",
        MONTH = "November",
        PAGES = "2335-2352",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125791"}

@article{bb129761,
        AUTHOR = "Gullo, F. and Ponti, G. and Tagarelli, A. and Greco, S.",
        TITLE = "A time series representation model for accurate and fast similarity
detection",
        JOURNAL = PR,
        VOLUME = "42",
        YEAR = "2009",
        NUMBER = "11",
        MONTH = "November",
        PAGES = "2998-3014",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125792"}

@article{bb129762,
        AUTHOR = "Hu, X.Q. and Yang, Z.X. and Jing, L.",
        TITLE = "An incremental dimensionality reduction method on discriminant
information for pattern classification",
        JOURNAL = PRL,
        VOLUME = "30",
        YEAR = "2009",
        NUMBER = "15",
        MONTH = "November",
        PAGES = "1416-1423",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125793"}

@article{bb129763,
        AUTHOR = "Dianat, R. and Kasaei, S.",
        TITLE = "Dimension Reduction of Optical Remote Sensing Images via Minimum Change
Rate Deviation Method",
        JOURNAL = GeoRS,
        VOLUME = "48",
        YEAR = "2010",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "198-206",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125794"}

@article{bb129764,
        AUTHOR = "Hsieh, P.F. and Chou, P.W. and Chung, H.Y.",
        TITLE = "An MRF-based kernel method for nonlinear feature extraction",
        JOURNAL = IVC,
        VOLUME = "28",
        YEAR = "2010",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "502-517",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125795"}

@article{bb129765,
        AUTHOR = "Liang, Z.Z. and Li, Y.F.",
        TITLE = "A regularization framework for robust dimensionality reduction with
applications to image reconstruction and feature extraction",
        JOURNAL = PR,
        VOLUME = "43",
        YEAR = "2010",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "1269-1281",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125796"}

@article{bb129766,
        AUTHOR = "Chu, D.L. and Thye, G.S.",
        TITLE = "A new and fast implementation for null space based linear discriminant
analysis",
        JOURNAL = PR,
        VOLUME = "43",
        YEAR = "2010",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "1373-1379",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125797"}

@article{bb129767,
        AUTHOR = "Czarnowski, I.",
        TITLE = "Prototype selection algorithms for distributed learning",
        JOURNAL = PR,
        VOLUME = "43",
        YEAR = "2010",
        NUMBER = "6",
        MONTH = "June",
        PAGES = "2292-2300",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125798"}

@article{bb129768,
        AUTHOR = "Lin, B.B. and He, X.F. and Zhou, Y. and Liu, L.G. and Lu, K.",
        TITLE = "Approximately harmonic projection:
Theoretical analysis and an algorithm",
        JOURNAL = PR,
        VOLUME = "43",
        YEAR = "2010",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "3307-3313",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125799"}

@article{bb129769,
        AUTHOR = "Qu, H.N. and Li, G.Z. and Xu, W.S.",
        TITLE = "An asymmetric classifier based on partial least squares",
        JOURNAL = PR,
        VOLUME = "43",
        YEAR = "2010",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "3448-3457",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125800"}

@article{bb129770,
        AUTHOR = "Yan, S.C. and Hu, Y.X. and Xu, D. and Zhang, H.J. and Zhang, B.Y. and Cheng, Q.S.",
        TITLE = "Nonlinear Discriminant Analysis on Embedded Manifold",
        JOURNAL = CirSysVideo,
        VOLUME = "17",
        YEAR = "2007",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "468-477",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125801"}

@article{bb129771,
        AUTHOR = "Lee, J.A. and Verleysen, M.",
        TITLE = "Scale-independent quality criteria for dimensionality reduction",
        JOURNAL = PRL,
        VOLUME = "31",
        YEAR = "2010",
        NUMBER = "14",
        MONTH = "October",
        PAGES = "2248-2257",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125802"}

@article{bb129772,
        AUTHOR = "Wang, J.Z. and Zhang, B. and Qi, M. and Kong, J.",
        TITLE = "Linear discriminant projection embedding based on patches alignment",
        JOURNAL = IVC,
        VOLUME = "28",
        YEAR = "2010",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "1624-1636",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125803"}

@article{bb129773,
        AUTHOR = "Kaban, A.",
        TITLE = "On the distance concentration awareness of certain data reduction
techniques",
        JOURNAL = PR,
        VOLUME = "44",
        YEAR = "2011",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "265-277",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125804"}

@article{bb129774,
        AUTHOR = "Zhang, P. and Qiao, H. and Zhang, B.",
        TITLE = "An improved local tangent space alignment method for manifold learning",
        JOURNAL = PRL,
        VOLUME = "32",
        YEAR = "2011",
        NUMBER = "2",
        MONTH = "January",
        PAGES = "181-189",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125805"}

@article{bb129775,
        AUTHOR = "Salamo, M. and Lopez Sanchez, M.",
        TITLE = "Rough set based approaches to feature selection for Case-Based
Reasoning classifiers",
        JOURNAL = PRL,
        VOLUME = "32",
        YEAR = "2011",
        NUMBER = "2",
        MONTH = "January",
        PAGES = "280-292",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125806"}

@article{bb129776,
        AUTHOR = "Villegas, M. and Paredes, R.",
        TITLE = "Dimensionality reduction by minimizing nearest-neighbor classification
error",
        JOURNAL = PRL,
        VOLUME = "32",
        YEAR = "2011",
        NUMBER = "4",
        MONTH = "March",
        PAGES = "633-639",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125807"}

@article{bb129777,
        AUTHOR = "Shang, F.H. and Jiao, L.C. and Shi, J.R. and Chai, J.",
        TITLE = "Robust Positive semidefinite L-Isomap Ensemble",
        JOURNAL = PRL,
        VOLUME = "32",
        YEAR = "2011",
        NUMBER = "4",
        MONTH = "March",
        PAGES = "640-649",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125808"}

@article{bb129778,
        AUTHOR = "Kim, M.Y. and Pavlovic, V.",
        TITLE = "Central Subspace Dimensionality Reduction Using Covariance Operators",
        JOURNAL = PAMI,
        VOLUME = "33",
        YEAR = "2011",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "657-670",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125809"}

@inproceedings{bb129779,
        AUTHOR = "Kim, M.Y. and Pavlovic, V.",
        TITLE = "Dimensionality reduction using covariance operator inverse regression",
        BOOKTITLE = CVPR08,
        YEAR = "2008",
        PAGES = "1-8",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125810"}

@article{bb129780,
        AUTHOR = "Kim, M.Y.",
        TITLE = "Time-Series Dimensionality Reduction via Granger Causality",
        JOURNAL = SPLetters,
        VOLUME = "19",
        YEAR = "2012",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "611-614",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125811"}

@article{bb129781,
        AUTHOR = "Gao, X. and Wang, X. and Tao, D. and Li, X.",
        TITLE = "Supervised Gaussian Process Latent Variable Model for Dimensionality
Reduction",
        JOURNAL = SMC-B,
        VOLUME = "41",
        YEAR = "2011",
        NUMBER = "2",
        MONTH = "April",
        PAGES = "425-434",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125812"}

@article{bb129782,
        AUTHOR = "Xiong, H. and Liu, T. and Tao, D. and Shen, H.T.",
        TITLE = "Dual Diversified Dynamical Gaussian Process Latent Variable Model for
Video Repairing",
        JOURNAL = IP,
        VOLUME = "25",
        YEAR = "2016",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "3626-3637",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125813"}

@article{bb129783,
        AUTHOR = "Wu, J. and Zhang, X.L.",
        TITLE = "Maximum Margin Clustering Based Statistical VAD With Multiple
Observation Compound Feature",
        JOURNAL = SPLetters,
        VOLUME = "18",
        YEAR = "2011",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "283-286",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125814"}

@article{bb129784,
        AUTHOR = "Park, H. and Kwon, H.C.",
        TITLE = "Improved Gini-Index Algorithm to Correct Feature-Selection Bias in Text
Classification",
        JOURNAL = IEICE,
        VOLUME = "E94-D",
        YEAR = "2011",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "855-865",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125815"}

@article{bb129785,
        AUTHOR = "Chang, C.I. and Safavi, H.",
        TITLE = "Progressive dimensionality reduction by transform for hyperspectral
imagery",
        JOURNAL = PR,
        VOLUME = "44",
        YEAR = "2011",
        NUMBER = "10-11",
        MONTH = "October",
        PAGES = "2760-2773",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125816"}

@article{bb129786,
        AUTHOR = "Wong, W.K. and Zhao, H.T.",
        TITLE = "Supervised optimal locality preserving projection",
        JOURNAL = PR,
        VOLUME = "45",
        YEAR = "2012",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "186-197",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125817"}

@inproceedings{bb129787,
        AUTHOR = "Lai, Z.H. and Jin, Z. and Wong, W.K.",
        TITLE = "Tangent space discriminant analysis for feature extraction",
        BOOKTITLE = ICIP10,
        YEAR = "2010",
        PAGES = "3793-3796",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125818"}

@article{bb129788,
        AUTHOR = "van de Ville, D. and Kocher, M.",
        TITLE = "Nonlocal Means With Dimensionality Reduction and SURE-Based Parameter
Selection",
        JOURNAL = IP,
        VOLUME = "20",
        YEAR = "2011",
        NUMBER = "9",
        MONTH = "September",
        PAGES = "2683-2690",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125819"}

@article{bb129789,
        AUTHOR = "Lazaro Gredilla, M. and van Vaerenbergh, S. and Lawrence, N.D.",
        TITLE = "Overlapping Mixtures of Gaussian Processes for the data association
problem",
        JOURNAL = PR,
        VOLUME = "45",
        YEAR = "2012",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "1386-1395",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125820"}

@inproceedings{bb129790,
        AUTHOR = "Urtasun, R. and Quattoni, A. and Lawrence, N.D. and Darrell, T.J.",
        TITLE = "Transferring Nonlinear Representations using Gaussian Processes
with a Shared Latent Space",
        BOOKTITLE = CSAIL,
        YEAR = "2008",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125821"}

@article{bb129791,
        AUTHOR = "Alvarez, M.A. and Luengo, D. and Lawrence, N.D.",
        TITLE = "Linear Latent Force Models Using Gaussian Processes",
        JOURNAL = PAMI,
        VOLUME = "35",
        YEAR = "2013",
        NUMBER = "11",
        PAGES = "2693-2705",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125822"}

@inproceedings{bb129792,
        AUTHOR = "Geiger, A. and Urtasun, R. and Darrell, T.J. and Stiefelhagen, R.",
        TITLE = "Rank Priors for Continuous Non-Linear Dimensionality Reduction",
        BOOKTITLE = CSAIL,
        YEAR = "2008",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125823"}

@inproceedings{bb129793,
        AUTHOR = "Geiger, A. and Urtasun, R. and Darrell, T.J.",
        TITLE = "Rank Priors for Continuous Non-Linear Dimensionality Reduction",
        BOOKTITLE = CVPR09,
        YEAR = "2009",
        PAGES = "880-887",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125823"}

@article{bb129794,
        AUTHOR = "Zhang, Z. and Zhao, M.B. and Chow, T.W.S.",
        TITLE = "Constrained large Margin Local Projection algorithms and extensions for
multimodal dimensionality reduction",
        JOURNAL = PR,
        VOLUME = "45",
        YEAR = "2012",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "4466-4493",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125824"}

@article{bb129795,
        AUTHOR = "Orlov, N.V. and Eckley, D.M. and Shamir, L. and Goldberg, I.G.",
        TITLE = "Improving class separability using extended pixel planes:
A comparative study",
        JOURNAL = MVA,
        VOLUME = "23",
        YEAR = "2012",
        NUMBER = "5",
        MONTH = "September",
        PAGES = "1047-1058",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125825"}

@article{bb129796,
        AUTHOR = "Hacine Gharbi, A. and Ravier, P. and Harba, R. and Mohamadi, T.",
        TITLE = "Low bias histogram-based estimation of mutual information for feature
selection",
        JOURNAL = PRL,
        VOLUME = "33",
        YEAR = "2012",
        NUMBER = "10",
        MONTH = "July",
        PAGES = "1302-1308",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125826"}

@article{bb129797,
        AUTHOR = "Hacine Gharbi, A. and Ravier, P.",
        TITLE = "A binning formula of bi-histogram for joint entropy estimation using
mean square error minimization",
        JOURNAL = PRL,
        VOLUME = "101",
        YEAR = "2018",
        NUMBER = "1",
        PAGES = "21-28",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125827"}

@article{bb129798,
        AUTHOR = "Mu, T.T. and Goulermas, J.Y.",
        TITLE = "Automatic Generation of Co-Embeddings from Relational Data with
Adaptive Shaping",
        JOURNAL = PAMI,
        VOLUME = "35",
        YEAR = "2013",
        NUMBER = "10",
        PAGES = "2340-2356",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125828"}

@article{bb129799,
        AUTHOR = "Hofmeyr, D.P.",
        TITLE = "Clustering by Minimum Cut Hyperplanes",
        JOURNAL = PAMI,
        VOLUME = "39",
        YEAR = "2017",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "1547-1560",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT125829"}